{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass, field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "nums = [100, 500, 1000, 2000] \n",
    "files = []\n",
    "for num in nums:\n",
    "    files.append(f\"objs/llm_train_{num}.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "def load_obj(name):\n",
    "    \"\"\"\n",
    "    从文件加载对象\n",
    "    :param name: 文件的名称（包括路径\n",
    "    :return: 反序列化后的对象  \n",
    "    \"\"\"  \n",
    "    with open(name, 'rb') as f:\n",
    "        return pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass, field\n",
    "\n",
    "@dataclass\n",
    "class EvalData:\n",
    "    name : str\n",
    "    in_cnt : int = 0\n",
    "    not_in_cnt : int = 0\n",
    "    preds : list = field(default_factory=list)\n",
    "    labels : list = field(default_factory=list)\n",
    "    not_in_texts : list = field(default_factory=list)\n",
    "    eval : dict = field(default_factory=dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'accuracy': 0.4112,\n",
       "  'precision': 0.5038622338406342,\n",
       "  'recall': 0.3877156350222432,\n",
       "  'f1': 0.3668822842241817},\n",
       " {'accuracy': 0.5996,\n",
       "  'precision': 0.5788487253190571,\n",
       "  'recall': 0.4837329967423252,\n",
       "  'f1': 0.4964376689864948},\n",
       " {'accuracy': 0.6398,\n",
       "  'precision': 0.5973046169316444,\n",
       "  'recall': 0.5621333215470578,\n",
       "  'f1': 0.5666366360473007},\n",
       " {'accuracy': 0.6844,\n",
       "  'precision': 0.6462028550127747,\n",
       "  'recall': 0.6490263193490483,\n",
       "  'f1': 0.6450896364576217}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = []\n",
    "for file in files:\n",
    "    eval_data = load_obj(file)\n",
    "    data.append(eval_data.eval)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from evaluate.visualization import radar_plot\n",
    "\n",
    "os.environ['HTTP_PROXY'] = 'http://127.0.0.1:7890'\n",
    "os.environ['HTTPS_PROXY'] = 'http://127.0.0.1:7890'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_names = [\"100_shot\", \"500_shot\", \"1000_shot\", \"2000_shot\"]\n",
    "plot = radar_plot(data=data, model_names=model_names)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "llm",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
